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ResNet50

Image Classification
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ResNet50: Optimized for Qualcomm Devices

ResNet50 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.

This is based on the implementation of ResNet50 found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
ONNX float Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit ResNet50 on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for ResNet50 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

  • Input resolution: 224x224
  • Model checkpoint: Imagenet
  • Model size (float): 97.4 MB
  • Model size (w8a8): 25.1 MB
  • Number of parameters: 25.5M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet50 ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.066 ms 0 - 51 MB NPU
ResNet50 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 1.203 ms 0 - 50 MB NPU
ResNet50 ONNX float Snapdragon® X2 Elite 0.968 ms 2 - 2 MB NPU
ResNet50 ONNX float Snapdragon® X Elite 1.917 ms 50 - 50 MB NPU
ResNet50 ONNX float Snapdragon® 8 Gen 3 Mobile 1.433 ms 0 - 85 MB NPU
ResNet50 ONNX float Snapdragon® 8 Gen 1 Mobile 2.882 ms 0 - 68 MB NPU
ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-8275 3.314 ms 0 - 5 MB NPU
ResNet50 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.988 ms 0 - 58 MB NPU
ResNet50 ONNX float Qualcomm® QCS8450 2.882 ms 0 - 68 MB NPU
ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-9075 3.008 ms 1 - 4 MB NPU
ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.917 ms 50 - 50 MB NPU
ResNet50 ONNX float Qualcomm® Dragonwing™ Q-8750 1.203 ms 0 - 50 MB NPU
ResNet50 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.554 ms 0 - 53 MB NPU
ResNet50 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.58 ms 0 - 53 MB NPU
ResNet50 ONNX w8a8 Snapdragon® X2 Elite 0.408 ms 1 - 1 MB NPU
ResNet50 ONNX w8a8 Snapdragon® X Elite 0.842 ms 25 - 25 MB NPU
ResNet50 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.683 ms 0 - 91 MB NPU
ResNet50 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.059 ms 0 - 89 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 2.666 ms 0 - 3 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.98 ms 0 - 4 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.904 ms 0 - 160 MB NPU
ResNet50 ONNX w8a8 Qualcomm® QCS8450 1.059 ms 0 - 89 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.009 ms 0 - 3 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.842 ms 25 - 25 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 6.237 ms 0 - 169 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.148 ms 0 - 58 MB NPU
ResNet50 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.58 ms 0 - 53 MB NPU
ResNet50 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.148 ms 0 - 58 MB NPU
ResNet50 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.098 ms 1 - 52 MB NPU
ResNet50 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.284 ms 1 - 48 MB NPU
ResNet50 QNN_DLC float Snapdragon® X2 Elite 1.198 ms 1 - 1 MB NPU
ResNet50 QNN_DLC float Snapdragon® X Elite 2.398 ms 1 - 1 MB NPU
ResNet50 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 1.615 ms 0 - 78 MB NPU
ResNet50 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 3.469 ms 1 - 67 MB NPU
ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 3.359 ms 1 - 4 MB NPU
ResNet50 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.244 ms 1 - 2 MB NPU
ResNet50 QNN_DLC float Qualcomm® SA8775P 3.355 ms 1 - 50 MB NPU
ResNet50 QNN_DLC float Qualcomm® SA8650P 3.355 ms 1 - 50 MB NPU
ResNet50 QNN_DLC float Qualcomm® SA8255P 3.355 ms 1 - 50 MB NPU
ResNet50 QNN_DLC float Qualcomm® QCS8450 3.469 ms 1 - 67 MB NPU
ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 3.163 ms 3 - 5 MB NPU
ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 2.398 ms 1 - 1 MB NPU
ResNet50 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.284 ms 1 - 48 MB NPU
ResNet50 QNN_DLC float Qualcomm® SA7255P 10.671 ms 1 - 48 MB NPU
ResNet50 QNN_DLC float Qualcomm® SA8295P 3.557 ms 0 - 32 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.487 ms 0 - 49 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.529 ms 0 - 47 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® X2 Elite 0.461 ms 0 - 0 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® X Elite 0.945 ms 0 - 0 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.658 ms 0 - 77 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.052 ms 0 - 83 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 3.007 ms 0 - 2 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.931 ms 0 - 3 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.901 ms 0 - 1 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® SA8775P 1.064 ms 0 - 52 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® SA8650P 1.064 ms 0 - 52 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® SA8255P 1.064 ms 0 - 52 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® QCS8450 1.052 ms 0 - 83 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.961 ms 2 - 4 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.945 ms 0 - 0 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 6.444 ms 2 - 163 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.225 ms 0 - 55 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.529 ms 0 - 47 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® SA7255P 1.968 ms 0 - 50 MB NPU
ResNet50 QNN_DLC w8a8 Qualcomm® SA8295P 1.298 ms 0 - 47 MB NPU
ResNet50 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.225 ms 0 - 55 MB NPU
ResNet50 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.117 ms 0 - 73 MB NPU
ResNet50 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.26 ms 0 - 71 MB NPU
ResNet50 TFLITE float Snapdragon® 8 Gen 3 Mobile 1.602 ms 0 - 117 MB NPU
ResNet50 TFLITE float Snapdragon® 8 Gen 1 Mobile 3.48 ms 0 - 102 MB NPU
ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-8275 3.354 ms 0 - 53 MB NPU
ResNet50 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.202 ms 0 - 2 MB NPU
ResNet50 TFLITE float Qualcomm® SA8775P 3.297 ms 0 - 73 MB NPU
ResNet50 TFLITE float Qualcomm® SA8650P 3.297 ms 0 - 73 MB NPU
ResNet50 TFLITE float Qualcomm® SA8255P 3.297 ms 0 - 73 MB NPU
ResNet50 TFLITE float Qualcomm® QCS8450 3.48 ms 0 - 102 MB NPU
ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-9075 3.139 ms 0 - 52 MB NPU
ResNet50 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.26 ms 0 - 71 MB NPU
ResNet50 TFLITE float Qualcomm® SA8295P 3.488 ms 0 - 60 MB NPU
ResNet50 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.449 ms 0 - 51 MB NPU
ResNet50 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.478 ms 0 - 43 MB NPU
ResNet50 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.571 ms 0 - 79 MB NPU
ResNet50 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.92 ms 0 - 80 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 2.565 ms 0 - 27 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.837 ms 0 - 28 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.755 ms 0 - 4 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® SA8775P 0.955 ms 0 - 50 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® SA8650P 0.955 ms 0 - 50 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® SA8255P 0.955 ms 0 - 50 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® QCS8450 0.92 ms 0 - 80 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.841 ms 0 - 27 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 5.924 ms 0 - 158 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.083 ms 0 - 52 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.478 ms 0 - 43 MB NPU
ResNet50 TFLITE w8a8 Qualcomm® SA8295P 1.152 ms 0 - 44 MB NPU
ResNet50 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.083 ms 0 - 52 MB NPU

License

  • The license for the original implementation of ResNet50 can be found here.

References

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Paper for qualcomm/ResNet50